{
    "cells": [
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "# Event-related Analysis"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "This example can be referenced by [citing the package](https://neuropsychology.github.io/NeuroKit/cite_us.html).\n",
                "\n",
                "This example shows how to use NeuroKit to extract epochs from data based on events localisation and its corresponding physiological signals. That way, you can compare *experimental conditions* with one another."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 2,
            "metadata": {},
            "outputs": [],
            "source": [
                "# Load NeuroKit and other useful packages\n",
                "import neurokit2 as nk\n",
                "import pandas as pd\n",
                "import numpy as np\n",
                "import seaborn as sns"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "metadata": {
                "tags": [
                    "remove-input"
                ]
            },
            "outputs": [],
            "source": [
                "# Note: this cell is hidden using the \"remove-input\" tag\n",
                "# Make bigger images\n",
                "import matplotlib.pyplot as plt\n",
                "plt.rcParams['figure.figsize'] = [15, 5]  \n",
                "plt.rcParams['font.size']= 14"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## The Dataset"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "Use the `nk.data()` function to load the dataset located on NeuroKit data folder. \n",
                "\n",
                "It contains 2.5 minutes of biosignals recorded at a frequency of 100Hz (2.5 x 60 x 100 = 15000 data points).\n",
                "\n",
                "Biosignals : **ECG, RSP, EDA + Photosensor (event signal)**"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 4,
            "metadata": {},
            "outputs": [],
            "source": [
                "# Download data\n",
                "data = nk.data(\"bio_eventrelated_100hz\")"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "This is the data from **one participant** that saw 4 emotional and neutral images from the [IAPS](https://en.wikipedia.org/wiki/International_Affective_Picture_System)), which we will refer to as **events**. \n",
                "\n",
                "Importantly, the images were marked in the recording system (the \"triggers\") by a small black rectangle on the screen, which led to the **photosensor** signal to go down (and then up again after the image). This is what will allow us to retrieve the location of these events.\n",
                "\n",
                "They were 2 types of images (the **condition**) that were shown to the participant: **\"Negative\"** vs. **\"Neutral\"** (in terms of emotion). Each picture was presented for 3 seconds. The following list is the condition order."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 5,
            "metadata": {},
            "outputs": [],
            "source": [
                "condition_list = [\"Negative\", \"Neutral\", \"Neutral\", \"Negative\"]"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Find Events"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "These events can be localized and extracted using [events_find()](https://neuropsychology.github.io/NeuroKit/functions/events.html#events-find). \n",
                "\n",
                "*Note that you should also specify whether to select events that are higher or below the threshold using the `threshold_keep` argument.*"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 6,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": [
                            "{'onset': array([ 1024,  4957,  9224, 12984]),\n",
                            " 'duration': array([300, 300, 300, 300]),\n",
                            " 'label': array(['1', '2', '3', '4'], dtype='<U11'),\n",
                            " 'condition': ['Negative', 'Neutral', 'Neutral', 'Negative']}"
                        ]
                    },
                    "execution_count": 6,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "# Find events\n",
                "events = nk.events_find(data[\"Photosensor\"], threshold_keep='below', event_conditions=condition_list)\n",
                "events"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "As we can see, `events_find()` returns a dict containing onsets and durations for each corresponding event, based on the label for event identifiers and each event condition. Each event here lasts for 300 data points (equivalent to 3 seconds sampled at 100Hz)."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 7,
            "metadata": {
                "scrolled": true
            },
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1080x360 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# Plot the location of event with the signals\n",
                "plot = nk.events_plot(events, data)"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "The output of [events_plot()](https://neuropsychology.github.io/NeuroKit/functions/functions_events.html#events-plot) shows the corresponding events in the signal, with the blue dashed line representing a Negative event and red dashed line representing a Neutral event."
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Process the Signals"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "Now that we have the events location, we can go ahead and process the data.\n",
                "\n",
                "Biosignals processing can be done quite easily using NeuroKit with the [bio_process()](https://neuropsychology.github.io/NeuroKit/functions/functions_bio.html#bio-process) function. Simply provide the appropriate biosignal channels and additional channels that you want to keep (for example, the photosensor), and `bio_process()` will take care of the rest. It will return a dataframe containing processed signals and a dictionary containing useful information."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 8,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": [
                            "array([<AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>],\n",
                            "      dtype=object)"
                        ]
                    },
                    "execution_count": 8,
                    "metadata": {},
                    "output_type": "execute_result"
                },
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1080x360 with 4 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# Process the signal\n",
                "data_clean, info = nk.bio_process(ecg=data[\"ECG\"], \n",
                "                                  rsp=data[\"RSP\"], \n",
                "                                  eda=data[\"EDA\"], \n",
                "                                  keep=data[\"Photosensor\"], \n",
                "                                  sampling_rate=100)\n",
                "\n",
                "# Visualize some of the channels\n",
                "data_clean[[\"ECG_Rate\", \"RSP_Rate\", \"EDA_Phasic\", \"Photosensor\"]].plot(subplots=True)"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Create Epochs"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "We now have to transform this dataframe into **epochs**, i.e. segments (chunks) of data around the **events** using [epochs_create()](https://neuropsychology.github.io/NeuroKit/functions/functions_epochs.html#epochs-create). We want it to start **1 second before** the event onset and end **6 seconds** after. These values are passed into the `epochs_start` and `epochs_end` arguments, respectively. \n",
                "\n",
                "Our epochs will then cover the region from **-1 s** to **+6 s** (i.e., 700 data points since the signal is sampled at 100Hz)."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 9,
            "metadata": {},
            "outputs": [],
            "source": [
                "# Build and plot epochs\n",
                "epochs = nk.epochs_create(data_clean, events, sampling_rate=100, epochs_start=-1, epochs_end=6)"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "Let's plot some of the signals of the first epoch (and transform them to the same scale for visualization purposes). "
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 10,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1080x360 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1080x360 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1080x360 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1080x360 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "# Iterate through epoch data\n",
                "for epoch in epochs.values():\n",
                "    # Plot scaled signals\n",
                "    nk.signal_plot(epoch[['ECG_Rate', 'RSP_Rate','EDA_Phasic', \"Photosensor\"]], \n",
                "                   title=epoch['Condition'].values[0],  # Extract condition name\n",
                "                   standardize=True)  "
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Manually Extract Event Related Features"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "With these segments, we are able to compare how the physiological signals vary across the different events. We do this by:\n",
                "\n",
                "1. Iterating through our object epochs\n",
                "2. Storing the mean value of $X$ feature of each condition in a new dictionary\n",
                "3. Saving the results in a readable format\n",
                "\n",
                "\n",
                "We will call these 3 objects *epochs-dictionary*, the *mean-dictionary* and our *results-dataframe*.\n",
                "\n"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 21,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<div>\n",
                            "<style scoped>\n",
                            "    .dataframe tbody tr th:only-of-type {\n",
                            "        vertical-align: middle;\n",
                            "    }\n",
                            "\n",
                            "    .dataframe tbody tr th {\n",
                            "        vertical-align: top;\n",
                            "    }\n",
                            "\n",
                            "    .dataframe thead th {\n",
                            "        text-align: right;\n",
                            "    }\n",
                            "</style>\n",
                            "<table border=\"1\" class=\"dataframe\">\n",
                            "  <thead>\n",
                            "    <tr style=\"text-align: right;\">\n",
                            "      <th></th>\n",
                            "      <th>ECG_Rate</th>\n",
                            "      <th>RSP_Rate</th>\n",
                            "      <th>SCR_Magnitude</th>\n",
                            "      <th>Condition</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>-2.005527</td>\n",
                            "      <td>-0.591449</td>\n",
                            "      <td>3.114808</td>\n",
                            "      <td>Negative</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>-3.119900</td>\n",
                            "      <td>-0.009901</td>\n",
                            "      <td>0.000000</td>\n",
                            "      <td>Neutral</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>3</th>\n",
                            "      <td>1.336250</td>\n",
                            "      <td>-0.899208</td>\n",
                            "      <td>0.000000</td>\n",
                            "      <td>Neutral</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>-3.543494</td>\n",
                            "      <td>0.646818</td>\n",
                            "      <td>1.675922</td>\n",
                            "      <td>Negative</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "   ECG_Rate  RSP_Rate  SCR_Magnitude Condition\n",
                            "1 -2.005527 -0.591449       3.114808  Negative\n",
                            "2 -3.119900 -0.009901       0.000000   Neutral\n",
                            "3  1.336250 -0.899208       0.000000   Neutral\n",
                            "4 -3.543494  0.646818       1.675922  Negative"
                        ]
                    },
                    "execution_count": 21,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "df = {}  # Initialize an empty dict to store the results\n",
                "         \n",
                "# Iterate through epochs index and data\n",
                "for epoch_index, epoch in epochs.items():\n",
                "    df[epoch_index] = {}  # Initialize an empty dict inside of it\n",
                "                            \n",
                "\n",
                "    # Note: We will use the 100th value (corresponding to the event onset, 0s) as the baseline\n",
                "\n",
                "    # ECG ====\n",
                "    ecg_baseline = epoch[\"ECG_Rate\"].values[100]  # Baseline\n",
                "    ecg_mean = epoch[\"ECG_Rate\"][0:4].mean()  # Mean heart rate in the 0-4 seconds\n",
                "    # Store ECG in df\n",
                "    df[epoch_index][\"ECG_Rate_Mean\"] = ecg_mean - ecg_baseline  # Correct for baseline\n",
                "\n",
                "    # RSP ====\n",
                "    rsp_baseline = epoch[\"RSP_Rate\"].values[100]  # Baseline\n",
                "    rsp_rate = epoch[\"RSP_Rate\"][0:6].mean()  # Longer window for RSP that has a slower dynamic\n",
                "    # Store RSP in df\n",
                "    df[epoch_index][\"RSP_Rate_Mean\"] = rsp_rate - rsp_baseline  # Correct for baseline\n",
                "\n",
                "    \n",
                "    # EDA/SCR ====\n",
                "    scr_max = epoch[\"SCR_Amplitude\"][0:6].max()  # Maximum SCR peak\n",
                "    # If no SCR, consider the magnitude, i.e. that the value is 0\n",
                "    if np.isnan(scr_max):\n",
                "        scr_max = 0  \n",
                "    # Store SCR in df\n",
                "    df[epoch_index][\"SCR_Magnitude\"] = scr_max\n",
                "\n",
                "df = pd.DataFrame.from_dict(df, orient=\"index\")  # Convert to a dataframe\n",
                "df[\"Condition\"] = condition_list  # Add the conditions\n",
                "df  # Print DataFrame"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "You can save this dataframe (`df.to_csv(\"results.csv\")`) and proceed to do some actual statistics on it."
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Automatic Feature Extraction\n",
                "\n",
                "While manual feature creation allows you to compute and extract exactly what you need, using our automated pipeline is a lot easier."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 28,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": [
                            "Index(['Label', 'Condition', 'Event_Onset', 'ECG_Rate_Baseline',\n",
                            "       'ECG_Rate_Max', 'ECG_Rate_Min', 'ECG_Rate_Mean', 'ECG_Rate_SD',\n",
                            "       'ECG_Rate_Max_Time', 'ECG_Rate_Min_Time', 'ECG_Rate_Trend_Linear',\n",
                            "       'ECG_Rate_Trend_Quadratic', 'ECG_Rate_Trend_R2', 'ECG_Phase_Atrial',\n",
                            "       'ECG_Phase_Completion_Atrial', 'ECG_Phase_Ventricular',\n",
                            "       'ECG_Phase_Completion_Ventricular', 'ECG_Quality_Mean',\n",
                            "       'RSP_Rate_Baseline', 'RSP_Rate_Max', 'RSP_Rate_Min', 'RSP_Rate_Mean',\n",
                            "       'RSP_Rate_SD', 'RSP_Rate_Max_Time', 'RSP_Rate_Min_Time',\n",
                            "       'RSP_Rate_Trend_Linear', 'RSP_Rate_Trend_Quadratic',\n",
                            "       'RSP_Rate_Trend_R2', 'RSP_Amplitude_Baseline', 'RSP_Amplitude_Max',\n",
                            "       'RSP_Amplitude_Min', 'RSP_Amplitude_Mean', 'RSP_Amplitude_SD',\n",
                            "       'RSP_Phase', 'RSP_Phase_Completion', 'EDA_Peak_Amplitude', 'EDA_SCR',\n",
                            "       'SCR_Peak_Amplitude', 'SCR_Peak_Amplitude_Time', 'SCR_RiseTime',\n",
                            "       'SCR_RecoveryTime', 'RSA_P2T', 'RSA_Gates'],\n",
                            "      dtype='object')"
                        ]
                    },
                    "execution_count": 28,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "df = nk.bio_analyze(epochs, sampling_rate=100)\n",
                "df"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "## Plot Event-Related Features"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "\n",
                "You can now plot and compare how these features differ according to the event of interest."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 25,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": [
                            "<AxesSubplot:xlabel='Condition', ylabel='ECG_Rate_Mean'>"
                        ]
                    },
                    "execution_count": 25,
                    "metadata": {},
                    "output_type": "execute_result"
                },
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1080x360 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "sns.boxplot(x=\"Condition\", y=\"ECG_Rate_Mean\", data=df);"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 26,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": [
                            "<AxesSubplot:xlabel='Condition', ylabel='RSP_Rate_Mean'>"
                        ]
                    },
                    "execution_count": 26,
                    "metadata": {},
                    "output_type": "execute_result"
                },
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1080x360 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "sns.boxplot(x=\"Condition\", y=\"RSP_Rate_Mean\", data=df);"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 29,
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": [
                            "<AxesSubplot:xlabel='Condition', ylabel='EDA_Peak_Amplitude'>"
                        ]
                    },
                    "execution_count": 29,
                    "metadata": {},
                    "output_type": "execute_result"
                },
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 1080x360 with 1 Axes>"
                        ]
                    },
                    "metadata": {
                        "needs_background": "light"
                    },
                    "output_type": "display_data"
                }
            ],
            "source": [
                "sns.boxplot(x=\"Condition\", y=\"EDA_Peak_Amplitude\", data=df);"
            ]
        },
        {
            "cell_type": "markdown",
            "metadata": {},
            "source": [
                "**Interpretation**: As we can see, there seems to be a difference between the negative and the neutral pictures. Negative stimuli, as compared to neutral stimuli, were related to a stronger cardiac deceleration (i.e., higher heart rate variability), an accelerated breathing rate, and higher SCR magnitude. \n",
                "\n",
                "Of course, because of data size limits on Github, we had to downsample the signals and have only one participant with a few events. That said, the same workflow can apply for more events, and more participants (you just need to additionally loop through all participants)."
            ]
        }
    ],
    "metadata": {
        "kernelspec": {
            "display_name": "Python 3.9.7 64-bit",
            "language": "python",
            "name": "python3"
        },
        "language_info": {
            "codemirror_mode": {
                "name": "ipython",
                "version": 3
            },
            "file_extension": ".py",
            "mimetype": "text/x-python",
            "name": "python",
            "nbconvert_exporter": "python",
            "pygments_lexer": "ipython3",
            "version": "3.9.7"
        },
        "vscode": {
            "interpreter": {
                "hash": "11938c6bc6919ae2720b4d5011047913343b08a43b18698fd82dedb0d4417594"
            }
        }
    },
    "nbformat": 4,
    "nbformat_minor": 2
}
